{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from imutils import paths\n",
    "import os\n",
    "import keras\n",
    "from keras.preprocessing import image as image_utils\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "from keras.preprocessing.image import load_img\n",
    "from keras.preprocessing.image import img_to_array\n",
    "from keras.preprocessing.image import array_to_img\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total training data:2594\n",
      "Total ground truth data:2594\n"
     ]
    }
   ],
   "source": [
    "imagePaths = list(paths.list_images(\"ISIC2018_Task1-2_Training_Input\"))\n",
    "groundTruthPaths = list(paths.list_images(\"ISIC2018_Task1_Training_GroundTruth\"))\n",
    "#validationPaths = list(paths.list_images(\"ISIC2018_Task1-2_Validation_Input\"))\n",
    "#testPaths = list(paths.list_images(\"ISIC2018_Task1-2_Test_Input\"))\n",
    "\n",
    "print(\"Total training data:{}\".format(len(imagePaths)))\n",
    "print(\"Total ground truth data:{}\".format(len(groundTruthPaths)))\n",
    "#print(\"Total validation data:{}\".format(len(validationPaths)))\n",
    "#print(\"Total testing data:{}\".format(len(testPaths)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showSampleImages(imagePaths, sampleImages = 20, perRow=5):\n",
    "    nrow = int(sampleImages / perRow)\n",
    "\n",
    "    idx = 0\n",
    "    bigImage = np.zeros((50*nrow, 50*perRow, 3))\n",
    "    for imagePath in imagePaths[:sampleImages]:\n",
    "        image = img_to_array(load_img(imagePath, target_size=(50, 50)))\n",
    "        ix = idx % perRow\n",
    "        iy = int(idx / perRow)\n",
    "        bigImage[50*iy:50*(iy+1), 50 * ix:50*(ix+1)] = image\n",
    "        idx += 1\n",
    "    plt.imshow(array_to_img(bigImage))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showSampleImages(np.sort(imagePaths), sampleImages = 20, perRow = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showSampleImages(np.sort(groundTruthPaths), sampleImages = 20, perRow = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ac32476780>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_image = load_img(imagePaths[0])\n",
    "plt.imshow(sample_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Prepare data\n",
    "raw_image_dir = 'ISIC2018_Task1-2_Training_Input'\n",
    "raw_mask_dir = 'ISIC2018_Task1_Training_GroundTruth'\n",
    "\n",
    "root_dir = './data'\n",
    "training_data_dir = os.path.join(root_dir, 'train/images')\n",
    "training_data_mask_dir = os.path.join(root_dir, 'train/masks')\n",
    "val_data_dir = os.path.join(root_dir, 'val/images')\n",
    "val_data_pred_dir = os.path.join(root_dir, 'val/predict')\n",
    "val_data_mask_dir = os.path.join(root_dir, 'val/masks')\n",
    "\n",
    "test_data_dir = os.path.join(root_dir, 'test/images')\n",
    "test_data_pred_dir = os.path.join(root_dir, 'test/predict')\n",
    "test_data_mask_dir = os.path.join(root_dir, 'test/masks')\n",
    "\n",
    "output_dir = os.path.join(root_dir,'output')\n",
    "os.makedirs(training_data_dir, exist_ok =True)\n",
    "os.makedirs(training_data_mask_dir, exist_ok =True)\n",
    "os.makedirs(val_data_dir, exist_ok =True)\n",
    "os.makedirs(val_data_pred_dir, exist_ok =True)\n",
    "os.makedirs(val_data_mask_dir, exist_ok =True)\n",
    "os.makedirs(test_data_dir, exist_ok =True)\n",
    "os.makedirs(test_data_pred_dir, exist_ok =True)\n",
    "os.makedirs(test_data_mask_dir, exist_ok =True)\n",
    "os.makedirs(output_dir, exist_ok =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratio = 0.4# 20% as training, 30% as testing\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "file_names = next(os.walk(raw_image_dir))[2]\n",
    "train, validate_test = train_test_split(file_names, test_size=ratio)\n",
    "validate, test = train_test_split(validate_test, test_size=0.5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shutil import copyfile\n",
    "\n",
    "#copy training data\n",
    "for img in train:\n",
    "    if img[-3:] == 'jpg':\n",
    "        source_file = os.path.join(raw_image_dir, img)\n",
    "        dst_file = os.path.join(training_data_dir,img)\n",
    "        copyfile(source_file,dst_file)\n",
    "\n",
    "        #Find the masking file\n",
    "        file_id = img.split('.')[0]\n",
    "        mask_file = file_id + '_segmentation.png'\n",
    "        source_mask_file = os.path.join(raw_mask_dir, mask_file)\n",
    "        dst_file = os.path.join(training_data_mask_dir,mask_file)\n",
    "        copyfile(source_mask_file,dst_file)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#copy validate file\n",
    "for img in validate:\n",
    "    if img[-3:] == 'jpg':\n",
    "        source_file = os.path.join(raw_image_dir, img)\n",
    "        dst_file = os.path.join(val_data_dir,img)\n",
    "        copyfile(source_file,dst_file)\n",
    "\n",
    "        #Find the masking file\n",
    "        file_id = img.split('.')[0]\n",
    "        mask_file = file_id + '_segmentation.png'\n",
    "        source_mask_file = os.path.join(raw_mask_dir, mask_file)\n",
    "        dst_file = os.path.join(val_data_mask_dir,mask_file)\n",
    "        copyfile(source_mask_file,dst_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#copy test file\n",
    "for img in test:\n",
    "    if img[-3:] == 'jpg':\n",
    "        source_file = os.path.join(raw_image_dir, img)\n",
    "        dst_file = os.path.join(test_data_dir,img)\n",
    "        copyfile(source_file,dst_file)\n",
    "\n",
    "        #Find the masking file\n",
    "        file_id = img.split('.')[0]\n",
    "        mask_file = file_id + '_segmentation.png'\n",
    "        source_mask_file = os.path.join(raw_mask_dir, mask_file)\n",
    "        dst_file = os.path.join(test_data_mask_dir,mask_file)\n",
    "        copyfile(source_mask_file,dst_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
